Fuel Consumption Using OBD-II and Support Vector Machine Model
Joint Authors
Abukhalil, Tamer
Almahafzah, Harbi
Alksasbeh, Malek
Alqaralleh, Bassam A. Y.
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-01-25
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
This paper presents a method to estimate gasoline fuel consumption using the onboard vehicle information system OBD-II (Onboard Diagnoses-II).
Multiple vehicles were used on a test route so that their consumption can be compared.
The relationships between fuel consumption and both of the engine speed are measured in RPM (revolutions per minute), and the throttle position sensor (TPS).
The relationships are expressed as polynomial equations.
The method which is composed of an SVM (support vector machine) classifier combined with Lagrange interpolation, is used to define the relationship between the two engine parameters and the overall fuel consumption.
The relationship model is plotted using a surface fitting tool.
In the experimental section, the proposed method is tested using the vehicles on a major highway between two cities in Jordan.
The proposed model gets its sample data from the engine’s RPM, TPS, and fuel consumption.
The method successfully has given precise fuel consumption with square root mean difference of 2.43, and the figures are compared with the values calculated by the conventional method.
American Psychological Association (APA)
Abukhalil, Tamer& Almahafzah, Harbi& Alksasbeh, Malek& Alqaralleh, Bassam A. Y.. 2020. Fuel Consumption Using OBD-II and Support Vector Machine Model. Journal of Robotics،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1190288
Modern Language Association (MLA)
Abukhalil, Tamer…[et al.]. Fuel Consumption Using OBD-II and Support Vector Machine Model. Journal of Robotics No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1190288
American Medical Association (AMA)
Abukhalil, Tamer& Almahafzah, Harbi& Alksasbeh, Malek& Alqaralleh, Bassam A. Y.. Fuel Consumption Using OBD-II and Support Vector Machine Model. Journal of Robotics. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1190288
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190288